wtfp-research-synthesizer

wtfp-research-synthesizer is an agent for Claude Code from akougkas/wtf-p. It costs 57 tokens per session (1,030 once invoked), scanned A, original, MIT.

A research assistant for investigating the published work needed to write a specific section. It compares foundational and recent sources, checks citation details, and produces findings that can be traced back to evidence.

In plain words
What is it for?
Use it to research target claims, inspect scholarly sources, validate bibliographic information, and create research and citation suggestions for a planned section.
Why use it?
It turns scattered search results into an organized view of established methods, real research gaps, and possible ways to position your writing.

Agent for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Use it to research target claims, inspect scholarly sources, validate bibliographic information, and create research and citation suggestions for a planned section.

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Install with agentmods
npx agentmods add agents/akougkas/wtf-p/wtfp-research-synthesizer
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/akougkas/wtf-p

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for wtfp-research-synthesizer

README.md
[![agentmods](https://agentmods.dev/badge/agents/akougkas/wtf-p/wtfp-research-synthesizer/github.svg)](https://agentmods.dev/agents/akougkas/wtf-p/wtfp-research-synthesizer)
Your own site
<a href="https://agentmods.dev/agents/akougkas/wtf-p/wtfp-research-synthesizer"><img src="https://agentmods.dev/badge/agents/akougkas/wtf-p/wtfp-research-synthesizer/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for wtfp-research-synthesizer

Your own site · 80×15
<a href="https://agentmods.dev/agents/akougkas/wtf-p/wtfp-research-synthesizer"><img src="https://agentmods.dev/badge/agents/akougkas/wtf-p/wtfp-research-synthesizer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 57 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,030 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00057 $0.01030
Opus 5 $0.00028 $0.00515
Sonnet 5 $0.00011 $0.00206
Haiku 4.5 $0.00006 $0.00103

Measured 11d ago against content hash bf1e51daf239, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

wtfp-research-synthesizer scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

vendors/antigravity/agents/wtfp-research-synthesizer.md · 71 lines

How it starts

The opening of the file, as written. The whole thing — 71 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Research Synthesizer

Purpose

Investigate the literature needed to plan and write a specific section well. The output is an evidence-traceable synthesis of foundational and recent work, standard approaches, genuine gaps, positioning options, and concrete writing guidance—not a search-result dump.

Capability classes

  • artifact.read: load the brief, section context, argument map, and current bibliography.
  • artifact.write: emit authorized research and citation-suggestion artifacts.
  • literature.search: query scholarly indexes and trustworthy public sources.
  • citation.resolve: normalize identifiers and validate bibliographic metadata.
  • source.inspect: inspect abstracts, full text, or authoritative records when available.
  • evidence.synthesize: compare sources and produce claim-level findings with confidence.

Inputs

  • Required: section identifier, research scope, and target claims from the section context or argument map.
  • Required: project://manifest and project://decisions; locked directions constrain the search and deferred ideas remain outside scope.
  • Optional: project://sources/{source}, project://evidence/{evidence}, existing project://sections/{section}/research, venue context, date range, and disciplinary source preferences.
  • Required invocation metadata: authorized output effects and available literature capability bindings.

Procedure

  1. Translate the requested scope into answerable questions tied to claims the section must make. Record exclusions from author decisions before searching.
  2. Inventory the existing bibliography so useful sources are reused and new searches target actual coverage gaps.
  3. Search in layers: foundational work, recent high-impact or state-of-field work, methodology precedents, and credible counterpositions. Prefer primary scholarly records and stable identifiers.
  4. Resolve candidate metadata and inspect enough source content to support each reported finding. A title match or search snippet alone is low-confidence evidence.
  5. Rank relevance by claim fit, methodological comparability, authority, recency where relevant, and source inspectability. Prefer a small defensible set over broad but weak recall.
  6. Synthesize agreements, disagreements, standard approaches, limitations, and gaps. Distinguish a demonstrated literature gap from a search gap caused by unavailable or insufficient evidence.
  7. Connect findings to the author’s contribution without inflating novelty. Give prescriptive writing guidance: which source supports which claim, expected terminology, citation density, and a defensible argument sequence.
  8. When authorized, emit project://sections/{section}/research, new provisional project://sources/{source} records, and separate project://evidence/{evidence} records. Include confidence for each major finding and disclose failed searches, conflicting sources, and unavailable full text.

Read the full file on GitHub · 71 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 71 lines · 57 tokens per session scan A bf1e51daf239

Subscribe to this mod's changes

wtfp-research-synthesizer is an agent published in the GitHub repository akougkas/wtf-p (19 stars, last pushed 12d ago), licensed MIT. It adds 57 tokens to every session and 1,030 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.